On the need for sensor and actuator placement algorithms in nonlinear systems: WIP abstract

Sebastian A. Nugroho, A. Taha
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引用次数: 2

Abstract

In this work, we consider the problem of selecting-or placing- sensors and control nodes in nonlinear dynamic networks (NDN) which model the evolution of many cyber-physical systems. Specifically, we illustrate here the need for computational methods that obtain the optimal combinations of sensors and actuators, while considering the nonlinear behavior of NDN and and systems-theoretic performance metrics. This work-in-progress abstract briefly show-cases our recent work in this problem, which is divided into two steps: (1) Characterizing the classes of nonlinearities encompassed in NDN; (2) Developing tractable computational algorithms to solve the joint problem of selecting control nodes/sensors and designing feedback control/state estimators.
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非线性系统对传感器和执行器放置算法的需求:WIP摘要
在这项工作中,我们考虑了在非线性动态网络(NDN)中选择或放置传感器和控制节点的问题,该网络模拟了许多网络物理系统的演变。具体来说,我们在这里说明了需要计算方法来获得传感器和执行器的最佳组合,同时考虑到NDN的非线性行为和系统理论性能指标。这个正在进行的摘要简要地展示了我们最近在这个问题上的工作,它分为两个步骤:(1)表征NDN中包含的非线性类;(2)开发可处理的计算算法,解决控制节点/传感器选择和反馈控制/状态估计器设计的联合问题。
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